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Stability-AI
stable-audio-tools
Python2023–2025
Stability-AI / stable-audio-tools

stable-audio-tools

Generative models for conditional audio generation

Creative & MediaAI & Machine Learning
Explore on GitHubRead Hacker News discussions
6Distinct people
6Mentions
0Explicit recommenders
3.9KGitHub stars
REPOSITORY AT A GLANCE

What to know before exploring

What it is

Generative models for conditional audio generation

GitHub

Where it is used

No documented product use has been verified yet.

What people are saying

No recommendation phrase was found in the indexed comments.

No classified warning is attached to this page. Read the discussions before treating silence as approval.

Also in these discussions

No other repository is repeatedly linked in the same discussions.

This week on Hacker News

Nov 7–Nov 14 UTC · Direct repository links and separately labeled related project stories. Indexed through 11/14/2026, 3:56:07 PM UTC.

No direct repository links were found in the indexed HN discussions over the past seven days. Older discussions are available below.

Mentions over time

HN mentions by month6 dated mentions

Observed mentions: 2023-10-12 19:29:40 UTC to 2025-12-11 18:08:34 UTC.

0122023-10-01 00:00:00 UTC to 2023-11-01 00:00:00 UTC (exclusive): 2 mentions; 2 submissions, 0 commentsOct 20232023-11-01 00:00:00 UTC to 2023-12-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2023-12-01 00:00:00 UTC to 2024-01-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2024-01-01 00:00:00 UTC to 2024-02-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2024-02-01 00:00:00 UTC to 2024-03-01 00:00:00 UTC (exclusive): 1 mentions; 0 submissions, 1 comments2024-03-01 00:00:00 UTC to 2024-04-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2024-04-01 00:00:00 UTC to 2024-05-01 00:00:00 UTC (exclusive): 1 mentions; 0 submissions, 1 comments2024-05-01 00:00:00 UTC to 2024-06-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2024-06-01 00:00:00 UTC to 2024-07-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2024-07-01 00:00:00 UTC to 2024-08-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2024-08-01 00:00:00 UTC to 2024-09-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2024-09-01 00:00:00 UTC to 2024-10-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2024-10-01 00:00:00 UTC to 2024-11-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2024-11-01 00:00:00 UTC to 2024-12-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 commentsNov 20242024-12-01 00:00:00 UTC to 2025-01-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-01-01 00:00:00 UTC to 2025-02-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-02-01 00:00:00 UTC to 2025-03-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-03-01 00:00:00 UTC to 2025-04-01 00:00:00 UTC (exclusive): 1 mentions; 0 submissions, 1 comments2025-04-01 00:00:00 UTC to 2025-05-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-05-01 00:00:00 UTC to 2025-06-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-06-01 00:00:00 UTC to 2025-07-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-07-01 00:00:00 UTC to 2025-08-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-08-01 00:00:00 UTC to 2025-09-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-09-01 00:00:00 UTC to 2025-10-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-10-01 00:00:00 UTC to 2025-11-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-11-01 00:00:00 UTC to 2025-12-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2025-12-01 00:00:00 UTC to 2026-01-01 00:00:00 UTC (exclusive): 1 mentions; 0 submissions, 1 commentsDec 2025

Counts come from the repository’s dated source evidence. Index cutoff: 2026-11-02 08:16:59 UTC.

View mention counts and date ranges
UTC ranges include their start and exclude their end. Select a period to filter the source evidence.
PeriodStart (UTC)End (exclusive, UTC)MentionsSubmissionsComments
Oct 20232023-10-01 00:00:00 UTC2023-11-01 00:00:00 UTC220
Nov 20232023-11-01 00:00:00 UTC2023-12-01 00:00:00 UTC000
Dec 20232023-12-01 00:00:00 UTC2024-01-01 00:00:00 UTC000
Jan 20242024-01-01 00:00:00 UTC2024-02-01 00:00:00 UTC000
Feb 20242024-02-01 00:00:00 UTC2024-03-01 00:00:00 UTC101
Mar 20242024-03-01 00:00:00 UTC2024-04-01 00:00:00 UTC000
Apr 20242024-04-01 00:00:00 UTC2024-05-01 00:00:00 UTC101
May 20242024-05-01 00:00:00 UTC2024-06-01 00:00:00 UTC000
Jun 20242024-06-01 00:00:00 UTC2024-07-01 00:00:00 UTC000
Jul 20242024-07-01 00:00:00 UTC2024-08-01 00:00:00 UTC000
Aug 20242024-08-01 00:00:00 UTC2024-09-01 00:00:00 UTC000
Sep 20242024-09-01 00:00:00 UTC2024-10-01 00:00:00 UTC000
Oct 20242024-10-01 00:00:00 UTC2024-11-01 00:00:00 UTC000
Nov 20242024-11-01 00:00:00 UTC2024-12-01 00:00:00 UTC000
Dec 20242024-12-01 00:00:00 UTC2025-01-01 00:00:00 UTC000
Jan 20252025-01-01 00:00:00 UTC2025-02-01 00:00:00 UTC000
Feb 20252025-02-01 00:00:00 UTC2025-03-01 00:00:00 UTC000
Mar 20252025-03-01 00:00:00 UTC2025-04-01 00:00:00 UTC101
Apr 20252025-04-01 00:00:00 UTC2025-05-01 00:00:00 UTC000
May 20252025-05-01 00:00:00 UTC2025-06-01 00:00:00 UTC000
Jun 20252025-06-01 00:00:00 UTC2025-07-01 00:00:00 UTC000
Jul 20252025-07-01 00:00:00 UTC2025-08-01 00:00:00 UTC000
Aug 20252025-08-01 00:00:00 UTC2025-09-01 00:00:00 UTC000
Sep 20252025-09-01 00:00:00 UTC2025-10-01 00:00:00 UTC000
Oct 20252025-10-01 00:00:00 UTC2025-11-01 00:00:00 UTC000
Nov 20252025-11-01 00:00:00 UTC2025-12-01 00:00:00 UTC000
Dec 20252025-12-01 00:00:00 UTC2026-01-01 00:00:00 UTC101

What Hacker News says

6 sources
drscotthawley·Dec 11, 2025
Author here. Hey, My students and I could really use your help! Can anyone help shed light on why the MPS backend for PyTorch produces different numbers compared to the CUDA & CPU devices? I don't mean unsupported ops & CPU fallback, I mean fast, garbage numbers coming out of MPS. This PR references numerous other PyTorch issues related to MPS inaccuracy: https://github.com/Stability-AI/stable-audio-tools/pull/225 The story: This tutorial post was a lesson I wrote for my undergrad "Deep Learning & AI Ethics" class (https://github.com/drscotthawley/DLAIE). The plan for the semester was to abandon the standard lesson+assignment format (since LLMs make coding assignments moot) in favor of a project-based learning approach: We would, as a class, build a text-conditioned latent flow matching generative model from scratch, because in so doing
Read the rest
we'd cover essentially all the key topics of a "normal" course. We pivoted to adding guidance to pretrained models for logistical reasons, specifically working with Stable Audio Open Small, but we hit a snag re. our MPS outputs and I wonder if any readers here can help. (Students are overwhelmingly Mac users, my small college doesn't provide GPUs, CPU execution is too slow, Colab takes too long to setup and then kicks us off. Waiting on an NSF NAIRR Pilot education allocation for some remote GPU access.)
In Flow Where You Want – Guidance for Flow Models
zaptrem·Mar 3, 2025
There are! Audio models are actually quite similar to image models, but there are a few key differences. First, is the autoencoder needs to be designed much more carefully as human hearing is insanely good and music requires orders of magnitude more spatial compression (image AEs do 8X8 downsampling, audio AEs need to do thousands of times downsampling). Second the model itself needs to be really good at placing lyrics/beats (similar to placing text in image diffusion): a sixth finger in an image model is fine, but a missed beat can ruin a song. That's why language model approaches (which have a stronger sequential inductive bias than diffusion models which is good for rhythm and lyric placement) have been really popular in audio. If you're interested in papers (IMO not good for new people as they make everything seem more complicated tha
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n it is): Stable Audio (similar to our architecture): https://arxiv.org/abs/2402.04825 (code: https://github.com/Stability-AI/stable-audio-tools) MusicGen (Suno-style architecture): https://arxiv.org/abs/2306.05284 (code: https://github.com/facebookresearch/audiocraft/tree/main)
In Show HN: Sonauto API – Generative music for developers

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